rand 0.10.0

Random number generators and other randomness functionality.
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# Rand

[![Test Status](https://github.com/rust-random/rand/actions/workflows/test.yml/badge.svg?event=push)](https://github.com/rust-random/rand/actions)
[![Crate](https://img.shields.io/crates/v/rand.svg)](https://crates.io/crates/rand)
[![Book](https://img.shields.io/badge/book-master-yellow.svg)](https://rust-random.github.io/book/)
[![API](https://docs.rs/rand/badge.svg)](https://docs.rs/rand)

Rand is a set of crates supporting (pseudo-)random generators:

-   Built over a standard RNG trait: [`rand_core::RngCore`](https://docs.rs/rand_core/latest/rand_core/trait.RngCore.html)
-   With fast implementations of both [strong](https://rust-random.github.io/book/guide-rngs.html#cryptographically-secure-pseudo-random-number-generators-csprngs) and
    [small](https://rust-random.github.io/book/guide-rngs.html#basic-pseudo-random-number-generators-prngs) generators: [`rand::rngs`](https://docs.rs/rand/latest/rand/rngs/index.html), and more RNGs: [`chacha20`](https://docs.rs/chacha20), [`rand_xoshiro`](https://docs.rs/rand_xoshiro/), [`rand_pcg`](https://docs.rs/rand_pcg/), [`rand_sfc`](https://docs.rs/rand_sfc/), [`rand_seeder`](https://docs.rs/rand_seeder/), [rngs repo](https://github.com/rust-random/rngs/)
-   [`rand::rng`](https://docs.rs/rand/latest/rand/fn.rng.html) is an asymptotically-fast, automatically-seeded and reasonably strong generator available on all `std` targets
-   Direct support for seeding generators from the [getrandom] crate

With broad support for random value generation and random processes:

-   [`StandardUniform`](https://docs.rs/rand/latest/rand/distr/struct.StandardUniform.html) random value sampling,
    [`Uniform`](https://docs.rs/rand/latest/rand/distr/struct.Uniform.html)-ranged value sampling
    and [more](https://docs.rs/rand/latest/rand/distr/index.html)
-   Samplers for a large number of non-uniform random number distributions via our own
    [`rand_distr`](https://docs.rs/rand_distr) and via
    the [`statrs`](https://docs.rs/statrs)
-   Random processes (mostly choose and shuffle) via [`rand::seq`](https://docs.rs/rand/latest/rand/seq/index.html) traits

All with:

-   [Portably reproducible output](https://rust-random.github.io/book/portability.html)
-   `#[no_std]` compatibility (partial)
-   *Many* performance optimisations thanks to contributions from the wide
    user-base

Rand **is not**:

-   Small (LoC). Most low-level crates are small, but the higher-level `rand`
    and `rand_distr` each contain a lot of functionality.
-   Simple (implementation). We have a strong focus on correctness, speed and flexibility, but
    not simplicity. If you prefer a small-and-simple library, there are
    alternatives including [fastrand](https://crates.io/crates/fastrand)
    and [oorandom](https://crates.io/crates/oorandom).
-   Primarily a cryptographic library. `rand` does provide some generators which
    aim to support unpredictable value generation under certain constraints;
    see [SECURITY.md](https://github.com/rust-random/rand/blob/master/SECURITY.md) for details.
    Users are expected to determine for themselves
    whether `rand`'s functionality meets their own security requirements.

Documentation:

-   [The Rust Rand Book](https://rust-random.github.io/book)
-   [API reference (docs.rs)](https://docs.rs/rand)


## Versions

Rand is *mature* (suitable for general usage, with infrequent breaking releases
which minimise breakage) but not yet at 1.0. Current `MAJOR.MINOR` versions are:

-   Version 0.10 was released in February 2026.

See the [CHANGELOG](https://github.com/rust-random/rand/blob/master/CHANGELOG.md) or [Upgrade Guide](https://rust-random.github.io/book/update.html) for more details.

## Crate Features

Rand is built with these features enabled by default:

-   `std` enables functionality dependent on the `std` lib
-   `alloc` (implied by `std`) enables functionality requiring an allocator; a
    significant portion of sequence and distribution functionality requires this
-   `sys_rng` enables `rand::rngs::SysRng` (uses the [getrandom] crate)
-   `std_rng` enables `rand::rngs::StdRng` (uses the [chacha20] crate)
-   `thread_rng` (implies `std`, `std_rng`, `sys_rng`) enables `rand::rngs::ThreadRng` and `rand::rng()`

Optionally, the following dependencies can be enabled:

-   `chacha` enables `rand::rngs::{ChaCha8Rng, ChaCha12Rng, ChaCha20Rng}` (uses the [chacha20] crate)
-   `log` enables logging (uses the [log] crate)

Additionally, these features configure Rand:

-   `simd_support` (experimental) enables sampling of SIMD values (uniformly
    random SIMD integers and floats). Since `std::simd` is not yet stable this
    feature requires nightly Rust and may cause build failures.
-   `unbiased` use unbiased sampling for algorithms supporting this option: Uniform distribution.

    (By default, bias affecting no more than one in  2^48 samples is accepted.)

    Note: enabling this option is expected to affect reproducibility of results.

## Portability

### Reproducibility

Achieving reproducible results requires not only deterministic algorithms with fixed inputs but also a commitment to stability of algorithms and some platform-specific considerations. A subset of `rand` does aim to support reproducibility; read more about this in the book: [Portability](https://rust-random.github.io/book/portability.html).

### WebAssembly support

The [WASI](https://github.com/WebAssembly/WASI/tree/main) and Emscripten
targets are directly supported. The `wasm32-unknown-unknown` target is not
*automatically* supported. To enable support for this target, refer to the
[`getrandom` documentation for WebAssembly](https://docs.rs/getrandom/latest/getrandom/#webassembly-support).
Alternatively, the `sys_rng` feature may be disabled.

# License

Rand is distributed under the terms of both the MIT license and the
Apache License (Version 2.0).

See [LICENSE-APACHE](https://github.com/rust-random/rand/blob/master/LICENSE-APACHE) and [LICENSE-MIT](https://github.com/rust-random/rand/blob/master/LICENSE-MIT), and
[COPYRIGHT](https://github.com/rust-random/rand/blob/master/COPYRIGHT) for details.

[getrandom]: https://crates.io/crates/getrandom
[chacha20]: https://crates.io/crates/chacha20
[log]: https://crates.io/crates/log